Price forecasts that move before the market.
12-month cash price forecasts for the commodities you buy, grounded in the climate risk that moves before the market and validated against years of actual prices.
Prices move after the news.
Helios AI moves before it.
Cash prices only shift once a supply issue reaches the media, governments, or growers. Because our climate risk index tends to move weeks to months earlier, Helios AI sees the shock forming first. Every forecast carries that lead.
Climate stress builds
Helios AI detects it
Price Moves
The market reacts
News reports it
Everyone else finds out
You want to be acting at step one. That is where the forecast puts you.
A forecast you can act on, with a track record you can check.
Cash prices for the commodities you buy, forward and backward, so you never take a number on faith.
12 months out, per origin and variety
Export, wholesale, and farmgate cash prices, forecast at monthly intervals and refreshed weekly.
- Expected change at 1m, 3m, 6m, and 1y, each with forward range
- A plain-language reason for where each price is headed for the commodity
- Directional outlooks (up, down, peak, low, stable) where data is very thin
- Every price in $/kg, $/lb, or $/mt, with Incoterms labeled
History, seasonality, and past calls
The context that tells you whether today's price is normal, and whether our forecasts have earned your trust.
- Daily price history back to 2020, in graph & table, with CSV export
- Year-over-year overlays against the growing season, plus the most climate-similar past year
- Past forecasts scored against the prices that actually happened, shown in-product
- A historical-accuracy rating on every series
Climate first, then the whole market, validated every day.
What Price Predictions delivers.
Know how much to trust it
Accuracy ratings up to ~98.2%. Every forecast is validated with a no-look-ahead backtest and shown with its historical accuracy and forward range.
Buy and sell at the right time
Expected change at 1m, 3m, 6m, and 1y across every series you care about. The raw material for contract timing.
Explained, not just predicted
A plain-language driver behind every forecast, so you bring reasons to the table, not just a number a supplier can wave away.
Standardized and comparable
Every price in $/kg, $/lb, or $/mt with Incoterms labeled, so cross-origin comparisons are apples-to-apples.
What goes into a forecast.
01
Climate signal first
An ensemble of ten years of climate-risk history, seasonality, and forecast weather, through crop-specific models.
02
Market fundamentals
Years of historical prices plus continuously updated production, inventory, trade-flow, and demand data.
03
Macro and geopolitical inputs
FX and trade flows, admitted only when they lead price rather than follow it, plus news monitored for tariffs, bans, and disruptions.
04
Validated, never assumed
Every forecast is backtested under a strict no-look-ahead rule and scored on a 10-metric card, benchmarked against naive forecasting.
SOURCES BEHIND THE FORECAST
Historical prices, to 2020
Production & inventory
Trade flows
Demand
FX rates
Climate & weather
Global news
Time-series analysis, deep learning, anomaly detection, and ensemble forecasting combined, matched to each specific price series so the inputs that matter for one origin never add noise to another.
Price Predictions across the Helios AI platform.
Dashboard
Cash Prices and Seasonality tabs with interactive charts, tables, and forecasts.
Alerts
A daily digest when a cash price moves sharply against the past month.
Reports
The price module of every commodity brief, with the drivers behind it.
Integrations
Cash forecasts and explanations as typed JSON and agent-callable tools.
Frequently Asked Questions
Want the forecast on your own commodities? Talk to us.
How accurate are the forecasts?
How far out do forecasts go?
What goes into a forecast?
Can I see how past forecasts performed?
Can I compare prices across origins?
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Personalized commodity intelligence for the teams that keep the world fed.
